Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 2772 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 281.7 KiB |
| Average record size in memory | 104.0 B |
Variable types
| Numeric | 13 |
|---|
gross_revenue is highly correlated with qtt_invoices and 3 other fields | High correlation |
qtt_invoices is highly correlated with gross_revenue and 2 other fields | High correlation |
unique_products is highly correlated with gross_revenue and 3 other fields | High correlation |
total_products is highly correlated with gross_revenue and 3 other fields | High correlation |
avg_ticket is highly correlated with avg_unique_basket_size | High correlation |
avg_recency is highly correlated with daily_purchase_rate | High correlation |
daily_purchase_rate is highly correlated with avg_recency | High correlation |
avg_basket_size is highly correlated with gross_revenue and 1 other fields | High correlation |
avg_unique_basket_size is highly correlated with unique_products and 1 other fields | High correlation |
gross_revenue is highly correlated with qtt_invoices and 1 other fields | High correlation |
qtt_invoices is highly correlated with gross_revenue and 2 other fields | High correlation |
unique_products is highly correlated with qtt_invoices | High correlation |
total_products is highly correlated with gross_revenue and 2 other fields | High correlation |
avg_basket_size is highly correlated with total_products | High correlation |
gross_revenue is highly correlated with qtt_invoices and 1 other fields | High correlation |
qtt_invoices is highly correlated with gross_revenue and 1 other fields | High correlation |
unique_products is highly correlated with avg_unique_basket_size | High correlation |
total_products is highly correlated with gross_revenue and 2 other fields | High correlation |
avg_recency is highly correlated with daily_purchase_rate | High correlation |
daily_purchase_rate is highly correlated with avg_recency | High correlation |
avg_basket_size is highly correlated with total_products | High correlation |
avg_unique_basket_size is highly correlated with unique_products | High correlation |
df_index is highly correlated with avg_recency | High correlation |
gross_revenue is highly correlated with qtt_invoices and 4 other fields | High correlation |
qtt_invoices is highly correlated with gross_revenue and 4 other fields | High correlation |
unique_products is highly correlated with gross_revenue and 2 other fields | High correlation |
total_products is highly correlated with gross_revenue and 4 other fields | High correlation |
avg_ticket is highly correlated with total_prod_returned | High correlation |
avg_recency is highly correlated with df_index | High correlation |
total_prod_returned is highly correlated with gross_revenue and 3 other fields | High correlation |
avg_basket_size is highly correlated with gross_revenue and 2 other fields | High correlation |
daily_purchase_rate is highly skewed (γ1 = 46.06904053) | Skewed |
total_prod_returned is highly skewed (γ1 = 20.73295106) | Skewed |
df_index has unique values | Unique |
customer_id has unique values | Unique |
recency_days has 33 (1.2%) zeros | Zeros |
total_prod_returned has 1481 (53.4%) zeros | Zeros |
Reproduction
| Analysis started | 2022-08-09 21:43:38.542943 |
|---|---|
| Analysis finished | 2022-08-09 21:44:27.064153 |
| Duration | 48.52 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 2772 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2250.265152 |
| Minimum | 0 |
|---|---|
| Maximum | 5694 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 181.55 |
| Q1 | 899.75 |
| median | 2060.5 |
| Q3 | 3410.5 |
| 95-th percentile | 4957.95 |
| Maximum | 5694 |
| Range | 5694 |
| Interquartile range (IQR) | 2510.75 |
Descriptive statistics
| Standard deviation | 1526.176049 |
|---|---|
| Coefficient of variation (CV) | 0.6782205414 |
| Kurtosis | -0.9562509049 |
| Mean | 2250.265152 |
| Median Absolute Deviation (MAD) | 1240.5 |
| Skewness | 0.3797379825 |
| Sum | 6237735 |
| Variance | 2329213.334 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 2909 | 1 | < 0.1% |
| 2895 | 1 | < 0.1% |
| 2896 | 1 | < 0.1% |
| 2899 | 1 | < 0.1% |
| 2900 | 1 | < 0.1% |
| 2904 | 1 | < 0.1% |
| 2905 | 1 | < 0.1% |
| 2906 | 1 | < 0.1% |
| 2907 | 1 | < 0.1% |
| Other values (2762) | 2762 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 5694 | 1 | |
| 5684 | 1 | |
| 5678 | 1 | |
| 5653 | 1 | |
| 5647 | 1 | |
| 5636 | 1 | |
| 5635 | 1 | |
| 5619 | 1 | |
| 5618 | 1 | |
| 5609 | 1 |
| Distinct | 2772 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15285.114 |
| Minimum | 12347 |
|---|---|
| Maximum | 18287 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.8 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12626.55 |
| Q1 | 13814.75 |
| median | 15240.5 |
| Q3 | 16780.5 |
| 95-th percentile | 17950.45 |
| Maximum | 18287 |
| Range | 5940 |
| Interquartile range (IQR) | 2965.75 |
Descriptive statistics
| Standard deviation | 1715.439416 |
|---|---|
| Coefficient of variation (CV) | 0.1122294159 |
| Kurtosis | -1.207577693 |
| Mean | 15285.114 |
| Median Absolute Deviation (MAD) | 1484.5 |
| Skewness | 0.01689580368 |
| Sum | 42370336 |
| Variance | 2942732.389 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 17850 | 1 | < 0.1% |
| 14482 | 1 | < 0.1% |
| 17058 | 1 | < 0.1% |
| 17704 | 1 | < 0.1% |
| 16933 | 1 | < 0.1% |
| 13772 | 1 | < 0.1% |
| 16249 | 1 | < 0.1% |
| 14198 | 1 | < 0.1% |
| 13989 | 1 | < 0.1% |
| 17930 | 1 | < 0.1% |
| Other values (2762) | 2762 |
| Value | Count | Frequency (%) |
| 12347 | 1 | |
| 12348 | 1 | |
| 12352 | 1 | |
| 12356 | 1 | |
| 12358 | 1 | |
| 12359 | 1 | |
| 12360 | 1 | |
| 12362 | 1 | |
| 12364 | 1 | |
| 12370 | 1 |
| Value | Count | Frequency (%) |
| 18287 | 1 | |
| 18283 | 1 | |
| 18282 | 1 | |
| 18273 | 1 | |
| 18272 | 1 | |
| 18270 | 1 | |
| 18265 | 1 | |
| 18263 | 1 | |
| 18261 | 1 | |
| 18260 | 1 |
| Distinct | 2758 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2830.005032 |
| Minimum | 36.56 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.8 KiB |
Quantile statistics
| Minimum | 36.56 |
|---|---|
| 5-th percentile | 264.539 |
| Q1 | 628.3675 |
| median | 1169.4 |
| Q3 | 2421.64 |
| 95-th percentile | 7405.9275 |
| Maximum | 279138.02 |
| Range | 279101.46 |
| Interquartile range (IQR) | 1793.2725 |
Descriptive statistics
| Standard deviation | 10438.70669 |
|---|---|
| Coefficient of variation (CV) | 3.688582377 |
| Kurtosis | 376.9967288 |
| Mean | 2830.005032 |
| Median Absolute Deviation (MAD) | 687.31 |
| Skewness | 17.22344489 |
| Sum | 7844773.95 |
| Variance | 108966597.4 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1025.44 | 2 | 0.1% |
| 745.06 | 2 | 0.1% |
| 379.65 | 2 | 0.1% |
| 598.2 | 2 | 0.1% |
| 1078.96 | 2 | 0.1% |
| 731.9 | 2 | 0.1% |
| 1353.74 | 2 | 0.1% |
| 2053.02 | 2 | 0.1% |
| 1314.45 | 2 | 0.1% |
| 331 | 2 | 0.1% |
| Other values (2748) | 2752 |
| Value | Count | Frequency (%) |
| 36.56 | 1 | |
| 52 | 1 | |
| 52.2 | 1 | |
| 62.43 | 1 | |
| 68.84 | 1 | |
| 70.02 | 1 | |
| 77.4 | 1 | |
| 84.65 | 1 | |
| 90.3 | 1 | |
| 93.35 | 1 |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 140450.72 | 1 | |
| 124564.53 | 1 | |
| 117379.63 | 1 | |
| 91062.38 | 1 | |
| 72882.09 | 1 | |
| 66653.56 | 1 | |
| 65039.62 | 1 |
| Distinct | 252 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.58297258 |
| Minimum | 0 |
|---|---|
| Maximum | 372 |
| Zeros | 33 |
| Zeros (%) | 1.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 10 |
| median | 29 |
| Q3 | 73 |
| 95-th percentile | 211 |
| Maximum | 372 |
| Range | 372 |
| Interquartile range (IQR) | 63 |
Descriptive statistics
| Standard deviation | 68.35191887 |
|---|---|
| Coefficient of variation (CV) | 1.207994486 |
| Kurtosis | 3.450178388 |
| Mean | 56.58297258 |
| Median Absolute Deviation (MAD) | 23 |
| Skewness | 1.901084359 |
| Sum | 156848 |
| Variance | 4671.984813 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 99 | 3.6% |
| 4 | 87 | 3.1% |
| 3 | 85 | 3.1% |
| 2 | 85 | 3.1% |
| 8 | 76 | 2.7% |
| 10 | 67 | 2.4% |
| 9 | 66 | 2.4% |
| 7 | 65 | 2.3% |
| 17 | 62 | 2.2% |
| 22 | 55 | 2.0% |
| Other values (242) | 2025 |
| Value | Count | Frequency (%) |
| 0 | 33 | 1.2% |
| 1 | 99 | |
| 2 | 85 | |
| 3 | 85 | |
| 4 | 87 | |
| 5 | 43 | |
| 7 | 65 | |
| 8 | 76 | |
| 9 | 66 | |
| 10 | 67 |
| Value | Count | Frequency (%) |
| 372 | 1 | < 0.1% |
| 366 | 1 | < 0.1% |
| 360 | 1 | < 0.1% |
| 358 | 3 | |
| 354 | 1 | < 0.1% |
| 337 | 1 | < 0.1% |
| 336 | 2 | |
| 334 | 1 | < 0.1% |
| 333 | 2 | |
| 330 | 1 | < 0.1% |
| Distinct | 55 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.055916306 |
| Minimum | 2 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.8 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 17 |
| Maximum | 206 |
| Range | 204 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 9.074222455 |
|---|---|
| Coefficient of variation (CV) | 1.498406186 |
| Kurtosis | 183.8507135 |
| Mean | 6.055916306 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 10.62222952 |
| Sum | 16787 |
| Variance | 82.34151316 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 779 | |
| 3 | 498 | |
| 4 | 393 | |
| 5 | 237 | 8.5% |
| 6 | 173 | 6.2% |
| 7 | 138 | 5.0% |
| 8 | 98 | 3.5% |
| 9 | 69 | 2.5% |
| 10 | 55 | 2.0% |
| 11 | 54 | 1.9% |
| Other values (45) | 278 | 10.0% |
| Value | Count | Frequency (%) |
| 2 | 779 | |
| 3 | 498 | |
| 4 | 393 | |
| 5 | 237 | 8.5% |
| 6 | 173 | 6.2% |
| 7 | 138 | 5.0% |
| 8 | 98 | 3.5% |
| 9 | 69 | 2.5% |
| 10 | 55 | 2.0% |
| 11 | 54 | 1.9% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 199 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 2 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 | |
| 57 | 1 |
unique_products
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 340 |
|---|---|
| Distinct (%) | 12.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 83.36147186 |
| Minimum | 1 |
|---|---|
| Maximum | 1786 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 29 |
| median | 57 |
| Q3 | 105 |
| 95-th percentile | 239.45 |
| Maximum | 1786 |
| Range | 1785 |
| Interquartile range (IQR) | 76 |
Descriptive statistics
| Standard deviation | 98.7487723 |
|---|---|
| Coefficient of variation (CV) | 1.184585278 |
| Kurtosis | 80.60248651 |
| Mean | 83.36147186 |
| Median Absolute Deviation (MAD) | 33 |
| Skewness | 6.351341471 |
| Sum | 231078 |
| Variance | 9751.320031 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 37 | 38 | 1.4% |
| 24 | 37 | 1.3% |
| 26 | 36 | 1.3% |
| 33 | 35 | 1.3% |
| 25 | 34 | 1.2% |
| 28 | 34 | 1.2% |
| 18 | 32 | 1.2% |
| 30 | 32 | 1.2% |
| 15 | 30 | 1.1% |
| 31 | 29 | 1.0% |
| Other values (330) | 2435 |
| Value | Count | Frequency (%) |
| 1 | 19 | |
| 2 | 13 | |
| 3 | 17 | |
| 4 | 18 | |
| 5 | 22 | |
| 6 | 19 | |
| 7 | 21 | |
| 8 | 24 | |
| 9 | 23 | |
| 10 | 20 |
| Value | Count | Frequency (%) |
| 1786 | 1 | |
| 1766 | 1 | |
| 1322 | 1 | |
| 1118 | 1 | |
| 884 | 1 | |
| 817 | 1 | |
| 717 | 1 | |
| 714 | 1 | |
| 699 | 1 | |
| 636 | 1 |
total_products
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 1637 |
|---|---|
| Distinct (%) | 59.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1665.883478 |
| Minimum | 2 |
|---|---|
| Maximum | 196844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.8 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 119.55 |
| Q1 | 330 |
| median | 703.5 |
| Q3 | 1478 |
| 95-th percentile | 4568.1 |
| Maximum | 196844 |
| Range | 196842 |
| Interquartile range (IQR) | 1148 |
Descriptive statistics
| Standard deviation | 5883.560113 |
|---|---|
| Coefficient of variation (CV) | 3.531795706 |
| Kurtosis | 488.0670946 |
| Mean | 1665.883478 |
| Median Absolute Deviation (MAD) | 452 |
| Skewness | 18.24506239 |
| Sum | 4617829 |
| Variance | 34616279.6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 310 | 11 | 0.4% |
| 246 | 8 | 0.3% |
| 150 | 8 | 0.3% |
| 219 | 7 | 0.3% |
| 200 | 7 | 0.3% |
| 300 | 7 | 0.3% |
| 493 | 7 | 0.3% |
| 1200 | 7 | 0.3% |
| 272 | 7 | 0.3% |
| 260 | 7 | 0.3% |
| Other values (1627) | 2696 |
| Value | Count | Frequency (%) |
| 2 | 1 | |
| 16 | 1 | |
| 17 | 1 | |
| 19 | 1 | |
| 20 | 1 | |
| 25 | 1 | |
| 27 | 2 | |
| 30 | 1 | |
| 32 | 1 | |
| 33 | 2 |
| Value | Count | Frequency (%) |
| 196844 | 1 | |
| 80263 | 1 | |
| 77373 | 1 | |
| 69993 | 1 | |
| 64549 | 1 | |
| 64124 | 1 | |
| 63312 | 1 | |
| 58343 | 1 | |
| 57885 | 1 | |
| 50255 | 1 |
| Distinct | 2770 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.50911923 |
| Minimum | 2.150588235 |
|---|---|
| Maximum | 1687.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.8 KiB |
Quantile statistics
| Minimum | 2.150588235 |
|---|---|
| 5-th percentile | 4.852205466 |
| Q1 | 12.41296977 |
| median | 17.93606578 |
| Q3 | 25.00599826 |
| 95-th percentile | 86.4856545 |
| Maximum | 1687.2 |
| Range | 1685.049412 |
| Interquartile range (IQR) | 12.59302849 |
Descriptive statistics
| Standard deviation | 67.31774107 |
|---|---|
| Coefficient of variation (CV) | 2.206479333 |
| Kurtosis | 182.3411047 |
| Mean | 30.50911923 |
| Median Absolute Deviation (MAD) | 6.32595137 |
| Skewness | 10.92302982 |
| Sum | 84571.27852 |
| Variance | 4531.678263 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 14.47833333 | 2 | 0.1% |
| 4.162 | 2 | 0.1% |
| 6.269700855 | 1 | < 0.1% |
| 32.59775 | 1 | < 0.1% |
| 19.03048387 | 1 | < 0.1% |
| 28.55451613 | 1 | < 0.1% |
| 12.80068182 | 1 | < 0.1% |
| 6.396214689 | 1 | < 0.1% |
| 26.08797101 | 1 | < 0.1% |
| 17.98461538 | 1 | < 0.1% |
| Other values (2760) | 2760 |
| Value | Count | Frequency (%) |
| 2.150588235 | 1 | |
| 2.4325 | 1 | |
| 2.462371134 | 1 | |
| 2.511241379 | 1 | |
| 2.515333333 | 1 | |
| 2.65 | 1 | |
| 2.656931818 | 1 | |
| 2.707598253 | 1 | |
| 2.760621572 | 1 | |
| 2.770464191 | 1 |
| Value | Count | Frequency (%) |
| 1687.2 | 1 | |
| 952.9875 | 1 | |
| 872.13 | 1 | |
| 841.0214493 | 1 | |
| 651.1683333 | 1 | |
| 640 | 1 | |
| 624.4 | 1 | |
| 615.75 | 1 | |
| 602.4531323 | 1 | |
| 591.7066667 | 1 |
| Distinct | 1155 |
|---|---|
| Distinct (%) | 41.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78.74240252 |
| Minimum | 1 |
|---|---|
| Maximum | 366 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 34.125 |
| median | 59 |
| Q3 | 99 |
| 95-th percentile | 224 |
| Maximum | 366 |
| Range | 365 |
| Interquartile range (IQR) | 64.875 |
Descriptive statistics
| Standard deviation | 66.49989571 |
|---|---|
| Coefficient of variation (CV) | 0.8445245964 |
| Kurtosis | 3.687351115 |
| Mean | 78.74240252 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | 1.830983679 |
| Sum | 218273.9398 |
| Variance | 4422.23613 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 70 | 21 | 0.8% |
| 46 | 18 | 0.6% |
| 55 | 17 | 0.6% |
| 49 | 16 | 0.6% |
| 31 | 16 | 0.6% |
| 91 | 16 | 0.6% |
| 21 | 15 | 0.5% |
| 35 | 15 | 0.5% |
| 42 | 15 | 0.5% |
| 28 | 14 | 0.5% |
| Other values (1145) | 2609 |
| Value | Count | Frequency (%) |
| 1 | 9 | |
| 2 | 4 | |
| 2.861538462 | 1 | < 0.1% |
| 3 | 6 | |
| 3.330357143 | 1 | < 0.1% |
| 3.351351351 | 1 | < 0.1% |
| 4 | 5 | |
| 4.191011236 | 1 | < 0.1% |
| 4.275862069 | 1 | < 0.1% |
| 4.5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 366 | 1 | < 0.1% |
| 365 | 1 | < 0.1% |
| 364 | 1 | < 0.1% |
| 363 | 1 | < 0.1% |
| 357 | 2 | |
| 356 | 1 | < 0.1% |
| 355 | 2 | |
| 352 | 1 | < 0.1% |
| 351 | 2 | |
| 350 | 3 |
| Distinct | 1225 |
|---|---|
| Distinct (%) | 44.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.04972001241 |
| Minimum | 0.005449591281 |
|---|---|
| Maximum | 17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.8 KiB |
Quantile statistics
| Minimum | 0.005449591281 |
|---|---|
| 5-th percentile | 0.008746355685 |
| Q1 | 0.01577911314 |
| median | 0.0243902439 |
| Q3 | 0.04166666667 |
| 95-th percentile | 0.1153846154 |
| Maximum | 17 |
| Range | 16.99455041 |
| Interquartile range (IQR) | 0.02588755353 |
Descriptive statistics
| Standard deviation | 0.3377158337 |
|---|---|
| Coefficient of variation (CV) | 6.792352161 |
| Kurtosis | 2294.878341 |
| Mean | 0.04972001241 |
| Median Absolute Deviation (MAD) | 0.01069454458 |
| Skewness | 46.06904053 |
| Sum | 137.8238744 |
| Variance | 0.1140519843 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0625 | 18 | 0.6% |
| 0.02777777778 | 17 | 0.6% |
| 0.02380952381 | 16 | 0.6% |
| 0.08333333333 | 15 | 0.5% |
| 0.09090909091 | 15 | 0.5% |
| 0.02941176471 | 14 | 0.5% |
| 0.03448275862 | 14 | 0.5% |
| 0.02564102564 | 13 | 0.5% |
| 0.07692307692 | 13 | 0.5% |
| 0.02127659574 | 13 | 0.5% |
| Other values (1215) | 2624 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005479452055 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 17 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 1.142857143 | 1 | < 0.1% |
| 1 | 8 | |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 3 | 0.1% |
| 0.550802139 | 1 | < 0.1% |
| 0.5335120643 | 1 | < 0.1% |
| 0.5 | 3 | 0.1% |
| Distinct | 203 |
|---|---|
| Distinct (%) | 7.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.73448773 |
| Minimum | 0 |
|---|---|
| Maximum | 8004 |
| Zeros | 1481 |
| Zeros (%) | 53.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 9 |
| 95-th percentile | 95.45 |
| Maximum | 8004 |
| Range | 8004 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 235.4560695 |
|---|---|
| Coefficient of variation (CV) | 7.419564212 |
| Kurtosis | 569.4476922 |
| Mean | 31.73448773 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 20.73295106 |
| Sum | 87968 |
| Variance | 55439.56066 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1481 | |
| 1 | 129 | 4.7% |
| 2 | 117 | 4.2% |
| 3 | 82 | 3.0% |
| 4 | 72 | 2.6% |
| 6 | 63 | 2.3% |
| 5 | 55 | 2.0% |
| 12 | 45 | 1.6% |
| 8 | 39 | 1.4% |
| 9 | 38 | 1.4% |
| Other values (193) | 651 |
| Value | Count | Frequency (%) |
| 0 | 1481 | |
| 1 | 129 | 4.7% |
| 2 | 117 | 4.2% |
| 3 | 82 | 3.0% |
| 4 | 72 | 2.6% |
| 5 | 55 | 2.0% |
| 6 | 63 | 2.3% |
| 7 | 38 | 1.4% |
| 8 | 39 | 1.4% |
| 9 | 38 | 1.4% |
| Value | Count | Frequency (%) |
| 8004 | 1 | |
| 4427 | 1 | |
| 3768 | 1 | |
| 3332 | 1 | |
| 2878 | 1 | |
| 2022 | 1 | |
| 2012 | 1 | |
| 1776 | 1 | |
| 1594 | 1 | |
| 1535 | 2 |
avg_basket_size
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 1936 |
|---|---|
| Distinct (%) | 69.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 229.3617361 |
| Minimum | 1 |
|---|---|
| Maximum | 3868.65 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 45 |
| Q1 | 103.325 |
| median | 172 |
| Q3 | 278.1214286 |
| 95-th percentile | 583.675 |
| Maximum | 3868.65 |
| Range | 3867.65 |
| Interquartile range (IQR) | 174.7964286 |
Descriptive statistics
| Standard deviation | 237.6557625 |
|---|---|
| Coefficient of variation (CV) | 1.036161335 |
| Kurtosis | 45.20826542 |
| Mean | 229.3617361 |
| Median Absolute Deviation (MAD) | 81 |
| Skewness | 5.146920468 |
| Sum | 635790.7323 |
| Variance | 56480.26147 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 11 | 0.4% |
| 86 | 9 | 0.3% |
| 60 | 8 | 0.3% |
| 75 | 8 | 0.3% |
| 136 | 7 | 0.3% |
| 82 | 7 | 0.3% |
| 105 | 7 | 0.3% |
| 73 | 7 | 0.3% |
| 197 | 7 | 0.3% |
| 208 | 7 | 0.3% |
| Other values (1926) | 2694 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 3.333333333 | 1 | |
| 5.333333333 | 1 | |
| 5.666666667 | 1 | |
| 6.142857143 | 1 | |
| 7.5 | 1 | |
| 9 | 1 | |
| 9.5 | 1 | |
| 11 | 1 | |
| 11.875 | 1 |
| Value | Count | Frequency (%) |
| 3868.65 | 1 | |
| 2880 | 1 | |
| 2733.944444 | 1 | |
| 2518.769231 | 1 | |
| 2160.333333 | 1 | |
| 2082.225806 | 1 | |
| 2000 | 1 | |
| 1903.5 | 1 | |
| 1866.933333 | 1 | |
| 1858 | 1 |
| Distinct | 897 |
|---|---|
| Distinct (%) | 32.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.14667573 |
| Minimum | 0.2 |
|---|---|
| Maximum | 177 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.8 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7.545454545 |
| median | 13.5 |
| Q3 | 22 |
| 95-th percentile | 45.1125 |
| Maximum | 177 |
| Range | 176.8 |
| Interquartile range (IQR) | 14.45454545 |
Descriptive statistics
| Standard deviation | 14.2623174 |
|---|---|
| Coefficient of variation (CV) | 0.8317832347 |
| Kurtosis | 10.01065379 |
| Mean | 17.14667573 |
| Median Absolute Deviation (MAD) | 6.666666667 |
| Skewness | 2.246708129 |
| Sum | 47530.58512 |
| Variance | 203.4136977 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8 | 34 | 1.2% |
| 13 | 33 | 1.2% |
| 9 | 32 | 1.2% |
| 16 | 32 | 1.2% |
| 7 | 32 | 1.2% |
| 12 | 30 | 1.1% |
| 14 | 29 | 1.0% |
| 6 | 29 | 1.0% |
| 17 | 29 | 1.0% |
| 18.5 | 29 | 1.0% |
| Other values (887) | 2463 |
| Value | Count | Frequency (%) |
| 0.2 | 1 | < 0.1% |
| 0.25 | 3 | 0.1% |
| 0.3333333333 | 6 | |
| 0.4 | 1 | < 0.1% |
| 0.4090909091 | 1 | < 0.1% |
| 0.5 | 12 | |
| 0.5454545455 | 1 | < 0.1% |
| 0.5555555556 | 1 | < 0.1% |
| 0.5714285714 | 1 | < 0.1% |
| 0.6176470588 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 177 | 1 | |
| 105 | 1 | |
| 104 | 1 | |
| 98 | 1 | |
| 95.5 | 1 | |
| 94.33333333 | 1 | |
| 93.33333333 | 1 | |
| 89.625 | 1 | |
| 87 | 1 | |
| 85.66666667 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| df_index | customer_id | gross_revenue | recency_days | qtt_invoices | unique_products | total_products | avg_ticket | avg_recency | daily_purchase_rate | total_prod_returned | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 17850 | 5391.21 | 372.0 | 34.0 | 21.0 | 1733.0 | 18.152222 | 1.000000 | 17.000000 | 40.0 | 50.970588 | 0.617647 |
| 1 | 1 | 13047 | 3232.59 | 56.0 | 9.0 | 105.0 | 1390.0 | 18.904035 | 52.833333 | 0.028302 | 35.0 | 154.444444 | 11.666667 |
| 2 | 2 | 12583 | 6705.38 | 2.0 | 15.0 | 114.0 | 5028.0 | 28.902500 | 26.500000 | 0.040323 | 50.0 | 335.200000 | 7.600000 |
| 3 | 3 | 13748 | 948.25 | 95.0 | 5.0 | 24.0 | 439.0 | 33.866071 | 92.666667 | 0.017921 | 0.0 | 87.800000 | 4.800000 |
| 4 | 4 | 15100 | 876.00 | 333.0 | 3.0 | 1.0 | 80.0 | 292.000000 | 20.000000 | 0.073171 | 22.0 | 26.666667 | 0.333333 |
| 5 | 5 | 15291 | 4623.30 | 25.0 | 14.0 | 61.0 | 2102.0 | 45.326471 | 26.769231 | 0.040115 | 29.0 | 150.142857 | 4.357143 |
| 6 | 6 | 14688 | 5630.87 | 7.0 | 21.0 | 148.0 | 3621.0 | 17.219786 | 19.263158 | 0.057221 | 399.0 | 172.428571 | 7.047619 |
| 7 | 7 | 17809 | 5411.91 | 16.0 | 12.0 | 46.0 | 2057.0 | 88.719836 | 39.666667 | 0.033520 | 41.0 | 171.416667 | 3.833333 |
| 8 | 8 | 15311 | 60767.90 | 0.0 | 91.0 | 567.0 | 38194.0 | 25.543464 | 4.191011 | 0.243316 | 474.0 | 419.714286 | 6.230769 |
| 9 | 9 | 16098 | 2005.63 | 87.0 | 7.0 | 34.0 | 613.0 | 29.934776 | 47.666667 | 0.024390 | 0.0 | 87.571429 | 4.857143 |
Last rows
| df_index | customer_id | gross_revenue | recency_days | qtt_invoices | unique_products | total_products | avg_ticket | avg_recency | daily_purchase_rate | total_prod_returned | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2762 | 5609 | 17290 | 525.24 | 3.0 | 2.0 | 92.0 | 404.0 | 5.149412 | 13.0 | 0.142857 | 0.0 | 202.000000 | 46.000000 |
| 2763 | 5618 | 14785 | 77.40 | 10.0 | 2.0 | 2.0 | 84.0 | 25.800000 | 5.0 | 0.333333 | 0.0 | 42.000000 | 1.000000 |
| 2764 | 5619 | 17254 | 272.44 | 4.0 | 2.0 | 100.0 | 252.0 | 2.432500 | 11.0 | 0.166667 | 0.0 | 126.000000 | 50.000000 |
| 2765 | 5635 | 17232 | 421.52 | 2.0 | 2.0 | 30.0 | 203.0 | 11.708889 | 12.0 | 0.153846 | 0.0 | 101.500000 | 15.000000 |
| 2766 | 5636 | 17468 | 137.00 | 10.0 | 2.0 | 5.0 | 116.0 | 27.400000 | 4.0 | 0.400000 | 0.0 | 58.000000 | 2.500000 |
| 2767 | 5647 | 13596 | 697.04 | 5.0 | 2.0 | 133.0 | 406.0 | 4.199036 | 7.0 | 0.250000 | 0.0 | 203.000000 | 66.500000 |
| 2768 | 5653 | 14893 | 1237.85 | 9.0 | 2.0 | 72.0 | 799.0 | 16.956849 | 2.0 | 0.666667 | 0.0 | 399.500000 | 36.000000 |
| 2769 | 5678 | 14126 | 706.13 | 7.0 | 3.0 | 14.0 | 508.0 | 47.075333 | 3.0 | 0.750000 | 50.0 | 169.333333 | 4.666667 |
| 2770 | 5684 | 13521 | 1092.39 | 1.0 | 3.0 | 312.0 | 733.0 | 2.511241 | 4.5 | 0.300000 | 0.0 | 244.333333 | 104.000000 |
| 2771 | 5694 | 15060 | 301.84 | 8.0 | 4.0 | 80.0 | 262.0 | 2.515333 | 1.0 | 2.000000 | 0.0 | 65.500000 | 20.000000 |